Legibilidade de Informações Sociais e Ambientais no Setor de Agronegócio 2015-2024
uma análise com empresas listadas na B3, com apoio de Inteligência Artificial
DOI:
https://doi.org/10.16930/2237-766220263678Palavras-chave:
sustentabilidade, ESG, legibilidadeResumo
O agronegócio opera como um sistema integrado e essa dinâmica exige um direcionamento com base nas práticas de sustentabilidade. O objetivo deste artigo consiste em analisar o nível de legibilidade de informações sociais e ambientais publicadas pelas empresas do setor do agronegócio. Trata-se de uma pesquisa de natureza quantitativa, fundamentada na análise de conteúdo, cuja amostra é composta por 23 empresas brasileiras de capital aberto do setor do agronegócio, listadas na B3, abrangendo o período de 2015 a 2024. A Análise de Legibilidade Textual, por meio do Índice de Flesch, foi utilizada para avaliar o grau de clareza e acessibilidade dos textos. A operacionalização da análise empírica do estudo contou com apoio da Inteligência Artificial, por meio de um script, em linguagem Python, no Google Colab integrado ao modelo Google-Gemini, fator que revela uma das principais contribuições metodológicas do estudo. A hipótese do estudo foi testada por meio de análise de regressão com dados em painel, efeitos fixos. O tipo de auditoria representou um fator que se mostrou positivamente relacionado à legibilidade; em termos de contribuição prática, esse resultado sugere que as empresas da amostra auditadas por uma Big Four apresentaram, em média, melhores indicadores de legibilidade.
Referências
Abadi, A. C. K., & Janani, M. H. (s. d.). The role of disclosure quality in financial reporting.
Adhikari, A., Das, S., & Dewri, R. (2023). Evolution of Composition, Readability, and Structure of Privacy Policies over Two Decades. Proceedings on Privacy Enhancing Technologies, 2023(3), 138–153. https://doi.org/10.56553/popets-2023-0074
Aldoseri, M., & Melegy, M. (2023). Readability of Annual Financial Reports, Information Efficiency, and Stock Liquidity: Practical Guides From the Saudi Business Environment. Information Sciences Letters, 12(2), 813–821. https://doi.org/10.18576/isl/120223
Alduais, F., Almasria, N. A., & Airout, R. (2022). The Moderating Effect of Corporate Governance on Corporate Social Responsibility and Information Asymmetry: An Empirical Study of Chinese Listed Companies. Economies, 10(11), 280. https://doi.org/10.3390/economies10110280
Alivia, L., Hartono, J., Ali, S., & Nurhayati, R. (2020). Information Disclosure Readability, Cognitive Style, and Investment Decision Making: A Web Experimental Study. Proceedings of the 3rd Asia Pacific International Conference of Management and Business Science (AICMBS 2019). 3rd Asia Pacific International Conference of Management and Business Science (AICMBS 2019), Batu, Indonesia. https://doi.org/10.2991/aebmr.k.200410.021
Alodat, A. Y., Hao, Y., Nobanee, H., Ali, H., Mansour, M., & Al Amosh, H. (2024). Board characteristics and cybersecurity disclosure: Evidence from the UK. Electronic Commerce Research. https://doi.org/10.1007/s10660-024-09867-w
Amara, D. B., & Chen, H. (2021). Evidence for the Mediating Effects of Eco-Innovation and the Impact of Driving Factors on Sustainable Business Growth of Agribusiness. Global Journal of Flexible Systems Management, 22(3), 251–266. https://doi.org/10.1007/s40171-021-00274-w
Amiran, M. R., & Jones, B. F. (1982). Toward a new definition of readability. Educational Psychologist, 17(1), 13–30. https://doi.org/10.1080/00461528209529241
Conca, L., Manta, F., Morrone, D., & Toma, P. (2021). The impact of direct environmental, social, and governance reporting: Empirical evidence in European‐listed companies in the agri‐food sector. Business Strategy and the Environment, 30(2), 1080–1093. https://doi.org/10.1002/bse.2672
Crossley, S., Heintz, A., Choi, J. S., Batchelor, J., Karimi, M., & Malatinszky, A. (2022). A large-scaled corpus for assessing text readability. Behavior Research Methods, 55(2), 491–507. https://doi.org/10.3758/s13428-022-01802-x
Dihardjo, J. F., & Hersugondo, H. (2023). Exploring the Impact of ESG Disclosure, Dividend Payout Ratio, and Institutional Ownership on Firm Value: A Moderated Analysis of Firm Size. Jurnal Ekonomi Bisnis Dan Kewirausahaan, 12(2), 184. https://doi.org/10.26418/jebik.v12i2.64129
Enslin, Z., Du Toit, E., & Puane, M. F. (2025). The readability and narrative tone of risk and risk management disclosures for South African listed companies. Journal of Accounting in Emerging Economies, 15(1), 224–241. https://doi.org/10.1108/JAEE-09-2022-0276
Feng, Z., & Wu, Z. (2023). ESG Disclosure, REIT Debt Financing and Firm Value. The Journal of Real Estate Finance and Economics, 67(3), 388–422. https://doi.org/10.1007/s11146-021-09857-x
Freitas, M. R. D. O., & Crisóstomo, V. L. (2021). Análise da convergência de avaliação de índices de responsabilidade social corporativa no contexto da empresa brasileira. Estudios Gerenciales, 349–363. https://doi.org/10.18046/j.estger.2021.160.3955
Goswami, R., Maji, S. G., & Hussain, F. (2023). Annual Report Readability and Agency Cost: The Influence of Firm Size. Business Perspectives and Research, 227853372211488. https://doi.org/10.1177/22785337221148832
Gregory, R. P. (2023). The Valuation Channel of Corporate Social Responsibility in Emerging Markets: Evidence from the Cost of Equity. Journal of Business Administration Research, 12(2), 29. https://doi.org/10.5430/jbar.v12n2p29
Gu, S., & Dodoo, R. N. A. (2021). The Impact of Firm Performance on Annual Report Readability. International Research Journal of Business Studies, 14(1), 59–68. https://doi.org/10.21632/irjbs.14.1.59-68
Guimarães, T. M., & Malaquias, R. F. (2023). Performance of Equity Mutual Funds considering ESG investments, Financial Constraints, and the COVID-19 Pandemic. Brazilian Business Review, 20(1), 18-37. https://doi.org/10.15728/bbr.2023.20.1.2.en
Guthrie, J., & Abeysekera, I. (2006). Content analysis of social, environmental reporting: What is new? Journal of Human Resource Costing & Accounting, 10(2), 114–126. https://doi.org/10.1108/14013380610703120
Hambrick, D. C., & Mason, P. A. (1984). Upper Echelons: The Organization as a Reflection of Its Top Managers. The Academy of Management Review, 9(2), 193. https://doi.org/10.2307/258434
Hongman, W., & Qijia, L. (2024). THE IMPACT OF CORPORATE ESG INFORMATION QUALITY ON AUDIT QUALITY: AN EMPIRICAL STUDY. EPRA International Journal of Economics, Business and Management Studies, 38–47. https://doi.org/10.36713/epra19430
Hu, P., Li, X., Li, N., Wang, Y., & Wang, D. D. (2024). Peeking into Corporate Greenwashing through the Readability of ESG Disclosures. Sustainability, 16(6), 2571. https://doi.org/10.3390/su16062571
Huang, Q., Zhang, Y., Li, X., Mu, X., & Wang, M. (2025). Unmasking Isomorphic Behaviors in Corporate Sustainability: Evidence From ESG Disclosure and Practices in Emerging Markets. Corporate Social Responsibility and Environmental Management, 32(4), 4690–4725. https://doi.org/10.1002/csr.3202
Iftikhar, K., Bagh, T., & Shabbir, M. N. (2025). The dichotomy of corporate litigation risk in shaping ESG disclosure: Does green innovation matter? Research in International Business and Finance, 75, 102744. https://doi.org/10.1016/j.ribaf.2024.102744
Ilhan, E., Krueger, P., Sautner, Z., & Starks, L. T. (2023). Climate Risk Disclosure and Institutional Investors. The Review of Financial Studies, 36(7), 2617–2650. https://doi.org/10.1093/rfs/hhad002
Khatib, A. S. E. (2024). Adoption of IFRS Sustainability Standards (IFRS-S) In Brazil: Contributions to The Development of Climate-Related Disclosure Indicators. Revista de Gestão Social e Ambiental, 18(4), e04627. https://doi.org/10.24857/rgsa.v18n4-057
Krueger, P., Sautner, Z., Tang, D. Y., & Zhong, R. (2024). The Effects of Mandatory ESG Disclosure Around the World. Journal of Accounting Research, 62(5), 1795–1847. https://doi.org/10.1111/1475-679X.12548
Lin, P. T., Jin, Y., Gao, F., Yang, R., & Lin, Q. (2023). Institutional Investors, CSR Report Readability and the Moderating Role of ESG Performance. Sage Open, 13(4), 21582440231208514. https://doi.org/10.1177/21582440231208514
Luo, J., Li, X., & Chen, H. (2018). Annual report readability and corporate agency costs. China Journal of Accounting Research, 11(3), 187–212. https://doi.org/10.1016/j.cjar.2018.04.001
Luzón, M.-J., & Albero-Posac, S. (2025). Disseminating research results in The Conversation: An analysis of comprehensibility strategies. Discourse, Context & Media, 67, 100920. https://doi.org/10.1016/j.dcm.2025.100920
Malaquias, R.F., & Hwang, Y. (2025). The recent history of large language model in investment and portfolio management: is it a revolution in finance? Journal of Management History, ahead-of-print. https://doi.org/10.1108/JMH-01-2025-0008
Malaquias, F. F. de O., & da Silveira, C. C. (2020). P-Port Index: Uma Medida Baseada em Princípios Linguísticos para Análise da Facilidade de Leitura de Relatórios Financeiros. Revista Universo Contábil, 15(3), 133–146. https://doi.org/10.4270/ruc.2019324
Martins, Q., Franco, J. R. O., da Silva Reis, J. C., Oliveira, K. N., de Paiva Lima, M. B., dos Santos Rochinski, N., ... & da Silva, L. G. F. (2025). O Livro de Física: uma breve análise da legibilidade textual. Revista do Professor de Física, 9(1), 591-612.
Mathath, N., Kumar, V., & Balasubramanian, G. (2025). ESG Disclosure and Cost of Equity: Do Big 4 Audit Firms Matter? Journal of Emerging Market Finance, 24(1), 87–108. https://doi.org/10.1177/09726527241280017
Matricciani, E. (2023). Readability Indices Do Not Say It All on a Text Readability. Analytics, 2(2), 296–314. https://doi.org/10.3390/analytics2020016
Medina, G. D. S. (2022). The Economics of Agribusiness in Developing Countries: Areas of Opportunities for a New Development Paradigm in the Soybean Supply Chain in Brazil. Frontiers in Sustainable Food Systems, 6, 842338. https://doi.org/10.3389/fsufs.2022.842338
Mensah, J. (2019). Sustainable development: Meaning, history, principles, pillars, and implications for human action: Literature review. Cogent Social Sciences, 5(1), 1653531. https://doi.org/10.1080/23311886.2019.1653531
Moreno, G. C. D. L., Moreno De Souza, M. P., Hein, N., & Hein, A. K. (2023). ALT: um software para análise de legibilidade de textos em língua portuguesa. Policromias - Revista de Estudos do Discurso, Imagem e Som, 8(1), 91–128. https://doi.org/10.61358/policromias.v8i1.54352
Nguyen, T. A., Le, P. H., Nguyen, H. D., Luong, T. C. T., & Ngo, M. T. (2023). The effect of environmental accounting information disclosure on financial performance of Vietnamese listed industrial firms: The moderating role of Leverage and Big4. CTU Journal of Innovation and Sustainable Development, 15(2), 126–138. https://doi.org/10.22144/ctu.jen.2023.027
Novianri, V. R., Sarumpaet, S., & Syaipudin, U. (2023). Corporate Social Responsibility and Intellectual Capital and Their Influence on Annual Report Readability: A Literature Review. International Journal of Asian Business and Management, 2(6), 901–912. https://doi.org/10.55927/ijabm.v2i6.7230
Oliveira, A. P. D. S. D., & Garcia, I. A. S. (2024). Influência dos traços de personalidade narcisista dos CEOs no endividamento das empresas da B3. Revista Contabilidade & Finanças, 35(94), e1834. https://doi.org/10.1590/1808-057x20231834.pt
Pani, S. K., Jena, D., & Parida, N. R. (2020). Agricultural Sustainability and Sustainable Agribusiness Model: A Review on Economic and Environmental Perspective. 9.
Panta, H., & Panta, A. (2023). Organizational capital and readability of financial reports. Finance Research Letters, 55, 103895. https://doi.org/10.1016/j.frl.2023.103895
Rahman, D., Kabir, M., Ali, M. J., & Oliver, B. (2024). Does product market competition influence annual report readability? Accounting and Business Research, 54(3), 337–368. https://doi.org/10.1080/00014788.2023.2165031
Rajabalizadeh, J., & Schadewitz, H. (2025). Audit report readability and information efficiency: Evidence from the Tehran Stock Exchange. Journal of Accounting in Emerging Economies, 15(2), 491–516. https://doi.org/10.1108/JAEE-08-2024-0344
Rajabalizadeh, J. (2025). Corporate culture’s influence on the transparency of financial reporting in Iran: An in-depth analysis of readability and tone. Journal of Applied Accounting Research, 26(6), 47–85. https://doi.org/10.1108/JAAR-02-2024-0074
Ramos, F. S., & Herrera, K. M. (2024). How to build an agribusiness giant: The role of rural extension services in Brazil during the 20th Century. Historia Agraria Revista de Agricultura e Historia Rural, 203–227. https://doi.org/10.26882/histagrar.094e04f
Rocha, E. G., Moura, P. K. G. D., & Costa, A. B. (2025). Brazilian Agrarian and Development Laws: The Legal Framework of Brazilian Agribusiness and Its Financialization. Revista Direito GV, 21, e2511. https://doi.org/10.1590/2317-6172202511
Roiston, T. A., & Harymawan, I. (2020). Firm size, firm age and the readability of the MD&A report. International Journal of Innovation, Creativity and Change, 12(7), 135-149.
Salehi, M., Zimon, G., & Seifzadeh, M. (2022). The Effect of Management Characteristics on Audit Report Readability. Economies, 10(1), 12. https://doi.org/10.3390/economies10010012
Souza, C. J. D., Soares, T. C., Mussi, C. C., Dutra, A. R. D. A., & Guerra, J. B. S. D. O. A. (2025). Integration of ESG practices and strategy: A study of Brazilian credit unions. Revista de Administração Mackenzie, 26(6), eRAMD250035. https://doi.org/10.1590/1678-6971/eramd250035
Smaili, N., Gosselin, A. M., & Le Maux, J. (2023). Corporate financial disclosures and the importance of readability. Journal of Business Strategy, 44(2), 105–113. https://doi.org/10.1108/JBS-07-2021-0127
Sun, L. (2023). Asset redeployability and readability of annual report. Research in International Business and Finance, 64, 101843. https://doi.org/10.1016/j.ribaf.2022.101843
Taderka, G., Riedner, L. N., & Bertolini, G. R. F. (2013). Social responsibility: the posture of agro-industrial companies with their suppliers. Revista de Gestão Ambiental e Sustentabilidade, 2(1), 26–44. https://doi.org/10.5585/geas.v2i1.41
Toerien, F. E., & Du Toit, E. (2024). Fighting through the Flesch and Fog: The readability of risk disclosures. Accounting Research Journal, 37(1), 39–56. https://doi.org/10.1108/ARJ-03-2023-0094
Trang, N. T. T., Tien, N. H., Tinh, N. H., & Trai, D. V. (2025). Agribusiness sustainability due to social entrepreneurship in Vietnam. International Journal of Entrepreneurship and Small Business, 1(1), 10059956. https://doi.org/10.1504/IJESB.2025.10059956
Tsang, A., Frost, T., & Cao, H. (2023). Environmental, Social, and Governance (ESG) disclosure: A literature review. The British Accounting Review, 55(1), 101149. https://doi.org/10.1016/j.bar.2022.101149
Wahyuni, E., Febrianto, R., & Rahman, A. (2018). Firm performance and readability of the annual report. International Journal of Progressive Sciences and Technologies (IJPSAT), 12(1), 25-36.
Weiyou, G., Weizuo, G., Yiliyar, A., & Yubei, L. (2025). Fuzzy-based time-dependent seismic resilience assessment of curved bridge portfolios: A case study in Sichuan, China. Structures, 79, 109549. https://doi.org/10.1016/j.istruc.2025.109549
Xu, Q., Fernando, G. D., & Tam, K. (2018). Executive age and the readability of financial reports. Advances in Accounting, 43, 70–81. https://doi.org/10.1016/j.adiac.2018.09.004
Yan, H. (2024). Environmental information disclosure, earnings quality and the Readability and Emotional Tendencies of Management Discussion and Analysis. Finance Research Letters, 60, 104913. https://doi.org/10.1016/j.frl.2023.104913
Zhang, C., & Wang, Y. (2024). Are ESG scores affected by the quality of non-financial disclosures? International Review of Economics & Finance, 93, 1431–1458. https://doi.org/10.1016/j.iref.2024.03.070
Zheng, D., Ali, R., Feifei, Z., & Shaique, M. (2025). Does corporate governance mechanism deter earnings management and enhance readability of annual reports? PLOS ONE, 20(2), e0311543. https://doi.org/10.1371/journal.pone.0311543
Zulfikri, A., Ningsih, E. M. N., Harsono, I., & Susanto, H. (2024). Agricultural Adaptation Strategies to Weather Fluctuations for Improved Agribusiness Sustainability in West Java. West Science Nature and Technology, 2(01), 17–23. https://doi.org/10.58812/wsnt.v2i04.743
Zuraida, Z., Ihsan, M., & Husna, S. (2024). An empirical analysis of sustainability disclosure and its impact on firm performance: A study of companies in the agriculture sector listed on the Indonesian stock exchange. IOP Conference Series: Earth and Environmental Science, 1356(1), 012074. https://doi.org/10.1088/1755-1315/1356/1/012074
Downloads
Publicado
Como Citar
Edição
Seção
Licença
Copyright (c) 2026 Revista Catarinense da Ciência Contábil

Este trabalho está licenciado sob uma licença Creative Commons Attribution 4.0 International License.
Os direitos autorais para artigos publicados nesta revista pertencem ao(s) respectivo(s) autor(es), com direitos de primeira publicação cedidos para a Revista Catarinense da Ciência Contábil - RCCC. Em virtude de aparecerem nesta revista de acesso público, os artigos são de uso gratuito, com obrigatoriedade de reconhecimento da autoria original e da publicação inicial nesta revista. A revista permitirá o uso dos trabalhos publicados, incluindo direito de enviar o trabalho para bases de dados de acesso público. O conteúdo dos artigos publicados são de total e exclusiva responsabilidade dos autores.
- O(s) autor(es) autoriza(m) a publicação do artigo na revista;
- O(s) autor(es) garante(m) que a contribuição é original e inédita e que não está em processo de avaliação em outra(s) revista(s);
- A revista não se responsabiliza pelas opiniões, ideias e conceitos emitidos nos textos, por serem de inteira responsabilidade de seu(s) autor(es);
- É reservado aos editores o direito de proceder ajustes textuais e de adequação do artigo às normas da publicação.

Esta obra está licenciada com uma Licença Creative Commons Atribuição 4.0 Internacional.








